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A few times per year, the analysed low level winds, eg the 10m winds, become very unrealistically large in a particular location, which varies amongst a few apparently preferred locations. The largest values seen so far are about 300 ms-1.

The tables below give details when the components of the 10m winds, the 10 metre U wind component and 10 metre V wind component, exceed 50 ms-1. This value is an arbitrary one which may capture real wind events, such as hurricanes and typhoons.

This problem occurs towards the end of the data assimilation windows (9-21 UTC and 21-9 UTC) because of an instability in the analysis method.

From 19 February 2020 onwards, the ERA5 system has examined the 10m wind components and if the magnitude of either component exceeds 50 ms-1, then the analysed parameters are replaced with the "4v" parameters. These latter parameters are similar to the analysed ones, but don't usually suffer from such large values. For more information on 4v and data assimilation, see "Part II Data Assimilation" of the IFS documentation (CY41R2 for ERA5).

The choice of a 50 ms-1 cut off is an arbitrary one, which could miss spurious values that are less than 50 ms-1. This may well occur in the one or two hours just before the critical value of 50 ms-1 is reached. It is also possible that this cut off point could penalise realistic winds, such as in hurricanes. However, given the spatial resolution of ERA5 data (with a grid spacing of 31km), it is thought that in general, 10m wind components higher than 50 ms-1 are not realistic in ERA5, even if the observed magnitude is higher. This is illustrated in Fig. 1 for Hurricane Ivan in the Caribbean on 12 September 2004 at 20 UTC, where the analysed winds are compared with the 4v winds. The minimum value of the analysed 10 metre V wind components is -53 ms-1 (see Event 57, Table 2), while the minimum value of the 4v 10 metre V wind components is -29 ms-1. Even though the analysed wind speeds are not as large as the observed ones (the estimated peak wind speeds for Ivan were of order 70 ms-1), the 4v winds are thought to give a more realistic representation of the winds, for this resolution.

Fig. 1aFig. 1b

Image Added

Image Added

Fig. 1a. The analysed 10m winds for 12 September 2004, 20 UTC, featuring Hurricane Ivan. The regional plot domain shows the Caribbean and Gulf of Mexico.Fig. 1b. As Fig 1a, but for the 4v 10m winds.


For dates before this system check was introduced into ERA5 (i.e. for the period January 1979 to 18 February 2020), the two tables below give details when the analysed 10m wind components (the 10 metre U wind component and 10 metre V wind component) exceed 50 ms-1. The CDS API script below can be used to retrieve the "4v" 10m wind components, which don't usually suffer from this large wind problem.

Expand
titleCDS API script to retrieve the "4v" 10m winds


Code Block
#!/usr/bin/env python
import cdsapi
 
c = cdsapi.Client()
c.retrieve('reanalysis-era5-complete', {     # do not change this!
    'stream'  : 'oper',
    'type'    : '4v',
    'levtype' : 'sfc',
    'param'   : '165.128/166.128',
    'date'    : '1986-07-23',
    'time'    : '21',
    'step'    : '12',
    'grid'    : '0.25/0.25', # Latitude/longitude grid: east-west (longitude) and north-south resolution (latitude). Default: reduced Gaussian grid
    'format'  : 'grib', # Default: grib, supported netcdf.
}, 'outfile.grib')

This CDS API script can be used to retrieve the "4v" 10m wind components from the ECMWF data archive, MARS. For more information on how to use CDS API scripts, see How to download ERA5. For the temporal specification, the CDS uses the validity date and time, whereas MARS uses date, time and step (there is further discussion of step in the section "Date and time specification" of the ERA5 data documentation). The 4v model trajectories begin from 9 and 21 UTC and you should use the hourly steps from 1 to 12 hours. In this example in the script above, the validity date/time would be given by adding the step, 12 hours, to the time, 21 UTC, thereby yielding a validity date/time of 1986-07-24 at 9 UTC, which is the 12th event in Table 1 below, for the 10m U.


2100
EventDateTimeLatitudeLongitude10m U
1

19790417

900

-74.051

164.160

7.2323150635e+01

2

19800330

700

-1.827

280.406

-5.9812698364e+01

3

19800330

800

-1.827

280.406

-9.8439865112e+01

4

19800330

900

-1.827

280.406

-7.1381820679e+01

5

19820908

700

-74.051

164.160

-6.9596405029e+01

6

19820908

800

-74.051

164.160

-5.2189117432e+01

7

19821024

2100

-74.051

164.160

-1.5377770996e+02

8

19841004

700

-74.051

164.160

-5.5174591064e+01

9

19841004

800

-74.051

164.160

-6.8660507202e+01

10

19841004

900

-74.051

165.120

-7.1647964478e+01

11

19860724

800

-74.051

164.160

-8.8280364990e+01

12

19860724

900

-74.051

164.160

-2.9203100586e+02

13

19871016

2000

-74.051

164.160

-9.4200180054e+01

14

19871016

2100

-74.051

164.160

-1.5219485474e+02

15

19890711

2100

38.080

78.333

7.0804840088e+01

16

19890912

800

-74.051

164.160

-8.3815658569e+01

17

19890912

900

-74.051

164.160

-1.6730293274e+02

18

19900402

700

-74.051

164.160

5.8469223022e+01

19

19930624

600

-74.051

164.160

6.0172592163e+01

20

19930624

700

-74.051

164.160

1.0357415771e+02

21

19930624

800

-74.051

164.160

7.8659744263e+01

22

19930624

900

-74.051

164.160

5.5145812988e+01

23

19930705

2000

38.080

78.333

8.0320663452e+01

24

19930705

2100

38.361

78.398

5.9963912964e+01

25

19940914

2100

-74.051

164.160

-7.9331817627e+01

26

19970607

700

-74.051

164.160

5.8002792358e+01

27

19970607

800

DateTimeLatitudeLongitude10m U

19790417

900

-74.051

164.160

7.2323150635e+01

19800330

700

-1.827

280.406

-5.9812698364e+01

19800330

800

-1.827

280.406

-9.8439865112e+01

19800330

900

-1.827

280.406

-7.1381820679e+01

19820908

700

-74.051

164.160

-6.9596405029e+01

19820908

800

-74.051

164.160

-5.2189117432e+01

19821024

2100

-74.051

164.160

-1.5377770996e+02

19841004

700

-74.051

164.160

-5.5174591064e+01

19841004

800

-74.051

164.160

-6.8660507202e+01

19841004

900

-74.051

165.120

-7.1647964478e+01

19860724

800

-74.051

164.160

-8.8280364990e+01

19860724

900

-74.051

164.160

-2.9203100586e+02

19871016

2000

-74.051

164.160

-9.4200180054e+01

19871016

2100

-74.051

164.160

-1.5219485474e+02

19890711

2100

38.080

78.333

7.0804840088e+01

19890912

800

-74.051

164.160

-8.3815658569e+01

19890912

900

-74.051

164.160

1.0099096680e+02

28

19970923

1900

-74.051

164.160

1.6730293274e3710269165e+02

29

1990040220010423

7002100

-74.051

164.160

5-8.8469223022e0685379028e+01

30

1993062420040327

600800

-74.051

164.160

-6.0172592163e4567825317e+01

31

1993062420050314

700800

-741.051827

164280.160406

1-6.0357415771e1867416382e+0201

32

1993062420050314

800900

-741.051827

164280.160406

7-9.8659744263e2169509888e+01

33

2006030419930624

900

-741.051827

164280.160125

5-6.5145812988e3722732544e+01

34

1993070520060328

2000800

38-1.080827

78280.333406

8-5.0320663452e7734420776e+01

35

1993070520060328

2100900

38-1.361827

78280.398406

5-1.9963912964e1018218994e+0102

36

1994091420070331

2100

-74.051

164.160

-78.9331817627e7419113159e+01

37

1997060720090303

700

-741.051827

164280.160406

5-8.8002792358e9056137085e+01

38

1997060720090303

800

-741.051827

164280.160406

-1.0099096680e3375457764e+02

39

1997092320090303

1900900

-741.051827

164280.160406

1-2.3710269165e0406346130e+02

40

2001042320091218

2100

-7443.051138

16475.160000

-85.0685379028e9425277710e+01

41

2004032720100325

800900

-741.051827

164280.160688

-65.4567825317e4004959106e+01

42

2005031420110127

800900

-1.827

280.406

-65.1867416382e3115798950e+01

43

2005031420111224

9002100

-143.827138

28075.406000

-96.2169509888e8307769775e+01

44

2013071920060304

9002100

-174.827051

280164.125160

-6.3722732544e1746520996e+01

45

2006032820140426

800700

-1.827265

280.406688

-5.7734420776e7151275635e+01

46

2006032820140426

900700

-1.827546

280.406

-1.1018218994e+02

20070331

-74.051

164.160

8.7419113159e5247161865e+01

47

2009030320140426

700800

-1.827265

280.406688

-87.9056137085e2114089966e+01

48

2009030320140426

800

-1.827546

280.406

-1.3375457764e4157341003e+02

49

2009030320140426

900

-1.827546

280.406

-2.0406346130e0927426147e+02

50

2009121820160522

21002000

43-74.138051

75164.000160

-56.9425277710e6684082031e+01

51

2010032520160522

9002100

-174.827051

280164.688160

-5.4004959106e9349365234e+01

52

2016092920110127

9002100

-174.827051

280164.406160

-56.3115798950e5295028687e+01

53

2011122420161128

2100

4342.138857

75.000375

-65.8307769775e2441085815e+01

20130719

2100

-74.051

164.160

-6.1746520996e+01

20140426

700

-1.265

280.688

5.7151275635e+01

Table 1: Occurrences when the 10 metre U wind component exceeds 50 ms-1.



EventDateTimeLatitudeLongitude10m V
1

19790401

2100

-5.480

137.812

-9.6993362427e+01

2

19800330

900

-1.827

20140426

700

-1.546

280.406

-85.5247161865e0487777710e+01

3

2014042619800831

8001900

-15.265199

280137.688531

7-6.2114089966e5852249146e+01

4

1980083120140426

8002000

-15.546199

280137.406531

-15.4157341003e0360015869e+0201

5

2014042619821024

9002100

-174.546051

280164.406160

-25.0927426147e4236557007e+0201

6

2016052219830930

2000

-7442.051576

16484.160815

-65.6684082031e0510147095e+01

7

2016052219830930

2100

-7442.051576

16484.160815

-56.9349365234e1684814453e+01

8

2016092919840811

21001800

-745.051480

164137.160812

61.5295028687e3961134338e+0102

9

2016112819840811

21001900

42-5.857199

75137.375531

-51.2441085815e2407348633e+01

Table 1: Occurrences when the 10 metre U wind component exceeds 50 ms-1.

190086714050293e48081285311660767e0148081288643951416e

02

10

19840811

2000

-5.199

137.531

1.3110269165e+02

11

19840811

DateTimeLatitudeLongitude10m V

19790401

2100

-5.480199

137.812531

-91.6993362427e2531871033e+0102

12

1980033019850812

9001900

-15.827199

280137.406531

-56.0487777710e5993698120e+01

13

1985081219800831

19002000

-5.199480

137.531812

-68.5852249146e7721923828e+01

14

1980083119850812

20002100

-5.199480

137.531812

-51.0360015869e1631915283e+0102

15

1982102419851116

2100

-745.051480

164137.160812

5-8.4236557007e0120529175e+01

16

1983093019860724

2000900

42-74.576051

84164.815160

51.0510147095e3616104126e+0102

17

1983093019871016

2100

42-74.576051

84164.815160

6.1684814453e7936035156e+01

18

1984081119890420

18002000

-5.480

137.812

1.3961134338e+02

19840811

-5.1995810119629e+01

19

19890420

2100

137.531

1.2407348633e+02

19840811

2000

-5.199480

137.531812

-1.3110269165e2454008484e+02

20

1984081119890711

2100

-538.199361

13778.531398

1.2531871033e4824528503e+02

21

1985081219890912

1900900

-574.199051

137164.531160

6.5993698120e3201354980e+01

22

1985081219901117

2000600

-541.480171

13739.812960

8-7.7721923828e1991546631e+01

23

1985081219901117

2100700

-541.480171

13739.812600

1-7.1631915283e2909973145e+0201

24

1985111619910620

21002000

-5.480

137.812

-89.0120529175e5385955811e+01

25

1986072419910620

9002100

-745.051761

164138.160094

1.3616104126e6087461853e+02

1987101626

2100

-74.051

164.160

6.7936035156e+01

19890420

2000

-5.480

137.812

-5.5810119629e+01

19920415

800

20.094

84.375

5.1177642822e+01

27

1992110819890420

2100

-5.480199

137.812531

-15.2454008484e9594894409e+0201

1989071128

210019921113

38.361

78.398

1.4824528503e+02

19890912

900

-74.051

164.160

6.3201354980e+01

19901117

600

41.171

39.960

-7.1991546631e+01

19901117

700

41.171

39.600

-7.2909973145e+01

1800

-5.480

137.812

-7.4539321899e+01

29

19921113

1900

-5.761

137.812

-1.4339295959e+02

30

19921113

2000

-5.480

137.531

-1.5561082458e+02

31

19921113

2100

19910620

2000

-5.480

137.812531

9-1.5385955811e7285772705e+0102

32

1991062019921123

2100

-543.761138

13874.094625

1-7.6087461853e4817504883e+0201

33

1992041519930705

8002000

2038.094361

8478.375398

51.1177642822e7013420105e+0102

34

1992110819930705

2100

-538.199361

13778.531398

-56.9594894409e0669006348e+01

35

1992111319930815

18002000

-531.480335

13772.812000

-71.4539321899e2063990784e+0102

36

1992111319950127

19002100

-540.761890

13739.812600

-19.4339295959e3620895386e+0201

37

1992111319960710

2000

-5.480

137.531812

-17.5561082458e3640014648e+0201

38

1992111319960710

2100

-5.480

137.531812

-1.7285772705e1385275269e+02

39

1992112319970422

2100

4340.138890

7439.625240

-71.4817504883e3644331360e+0102

40

1993070519970617

20001700

3839.361766

7889.398297

-1.7013420105e0041018677e+02

41

1997062619930705

21001900

38-5.361480

78137.398812

65.0669006348e7410095215e+01

42

1993081519970626

2000

31-5.335480

72137.000812

-1.2063990784e2612721252e+02

43

1997062619950127

2100

40-5.890480

39137.600812

-98.3620895386e5113784790e+01

44

1997081719960710

2000

-5.480

137.812

75.3640014648e6425781250e+01

45

1997081719960710

2100

-5.480

137.812

1.1385275269e4044223022e+02

46

1997042219970923

21001900

40-74.890051

39164.240160

-15.3644331360e1563308716e+0201

47

1997061720010127

1700600

3941.766171

8939.297960

-1.0041018677e2166479492e+02

48

1997062620010127

1900700

-541.480171

13739.812960

58.7410095215e3281478882e+01

49

2002060219970626

20002100

-538.480923

13783.812320

1-6.2612721252e7981185913e+0201

50

1997062620030516

2100

-5.480

137.812

86.5113784790e4198028564e+01

51

2003070419970817

2000

-540.480328

13784.812240

5.6425781250e8809799194e+01

52

1997081720040711

21001800

-540.480328

13787.812480

1.4044223022e6328262329e+02

53

2004071119970923

1900

-7440.051328

16487.160480

-57.1563308716e7149871826e+01

20010127

600

41.171

39.960

1.2166479492e+02

20010127

700

41.171

39.960

8.3281478882e+01

20020602

2100

38.923

83.320

-6.7981185913e+01

54

20040803

2100

-5.199

137.531

-5.1051910400e+01

55

20040830

2000

-5.199

137.531

-7.2028549194e+01

56

2004083020030516

2100

-5.480199

137.812250

6-1.4198028564e5628892517e+0102

57

2003070420040912

2000

4019.328532

84277.240031

-5.8809799194e3294830322e+01

58

2004071120050805

18002000

40-5.32848087

137.480812

1-9.6328262329e3390945435e+0201

59

2004071120050805

19002100

40-5.32848087

137.480812

7-9.7149871826e8295639038e+01

60

2004080320051208

2100800

-540.199890

13739.531960

-56.1051910400e6637542725e+01

61

2004083020060304

2000900

-51.199546

137280.531406

-7.2028549194e0116149902e+01

62

2004083020060612

21001900

-5.199480

137.250812

-16.5628892517e8560852051e+0201

63

2004091220060612

2000

19-5.532480

277137.031812

-51.3294830322e0062788391e+0102

64

2005080520060612

20002100

-5.480

137.812

-9.3390945435e+01

20050805

2100

-5.480

137.812

-9.8295639038e+01

1.1736833191e+02

65

20061210

700

41.171

39.600

5.8087677002e+01

66

20061210

800

41.171

39.600

5.1876373291e+01

67

20061219

700

41.171

20051208

800

40.890

39.960

6.6637542725e5212203979e+01

68

2006030420061219

900800

-141.546171

28039.406600

-75.0116149902e0869308472e+01

69

2007122720060612

1900600

-541.480171

13739.812600

67.8560852051e9303802490e+01

70

2006061220071227

2000700

-541.480171

13739.812960

1.0062788391e0291072083e+02

71

2006061220071227

2100800

-541.480171

13739.812960

18.1736833191e6426681519e+0201

72

2006121020090303

700900

41-1.171827

39280.600406

5-6.8087677002e8449584961e+01

73

2006121020091218

8002000

4143.171138

3974.600625

5-6.1876373291e3902404785e+01

74

2006121920091218

7002100

4143.171138

3974.960625

6-1.5212203979e5077589417e+0102

75

2006121920100110

8002100

4140.171890

39.600960

-5.0869308472e4371688843e+01

76

2011120720071227

6002100

41.171

39.600960

7-5.9303802490e2954406738e+01

77

2007122720111224

7002000

4143.171138

3974.960625

1-8.0291072083e1969665527e+0201

78

2007122720111224

8002100

4143.171138

3974.960625

8-1.6426681519e0727139282e+0102

79

2009030320120629

9002000

-15.827480

280137.406812

-6.8449584961e8156173706e+01

80

2009121820120629

20002100

43-5.138480

74137.625812

-65.3902404785e3109390259e+01

81

2009121820130727

21001900

4338.138080

7478.625333

-16.5077589417e0674041748e+0201

82

2010011020131224

2100600

4041.890171

39.960

-56.4371688843e8190124512e+01

83

2013122420111207

2100700

41.171

39.960600

-56.2954406738e7012496948e+01

84

2011122420131224

2000800

4341.138171

7439.625600

-85.1969665527e1414718628e+01

85

2014042620111224

2100700

43-1.138265

74280.625406

-15.0727139282e4881195068e+0201

86

2012062920140426

2000700

-52.480108

137280.812688

6-5.8156173706e8466461182e+01

87

2012062920140426

2100800

-51.480546

137280.812688

5-8.3109390259e5272201538e+01

88

2013072720140426

1900900

38-1.080546

78280.333688

6-1.0674041748e0531086731e+0102

89

2013122420150912

6001900

41-5.171199

39137.960531

6.8190124512e4281372070e+01

90

2013122420160516

7001900

41-5.171480

39137.600812

61.7012496948e1651092529e+0102

91

2013122420160516

8002000

41-5.171480

39137.600531

51.1414718628e5173913574e+0102

92

2014042620160516

7002100

-15.265480

280137.406812

57.4881195068e3943984985e+01

93

2014042620160531

7002000

-25.108480

280137.688812

-58.8466461182e6714050293e+01

94

2014042620160531

8002100

-15.546480

280137.688812

-8.5272201538e5311660767e+01

95

2014042620160825

9001900

-15.546480

280137.688812

-18.0531086731e8643951416e+0201

96

2015091220160825

19002000

-5.199

137.531

6.4281372070e8540237427e+01

20160516

1900

-5.480

137.812

1.1651092529e+02

97

20161128

2000

43.138

74.625

-8.1585525513e+01

98

20161128

2100

43.138

74.625

-1.6854412842e+02

99

20171011

2100

20160516

2000

-5.480

137.531812

1.5173913574e1839462280e+02

100

2016051620180914

2100

-5.480

137.812

75.3943984985e5520050049e+01

101201911162016053120001800-5.480137.8127.6125183105e+01
102201605312019111621001900-5.199137.5311.4759844971e+02
103201608252019111619002000-5.199137.5317.8542388916e+01

20160825

2000

-5.199

137.531

6.8540237427e+01

20161128

2000

43.138

74.625

-8.1585525513e+01

20161128

2100

43.138

74.625

-1.6854412842e+02

20171011

2100

-5.480

137.812

1.1839462280e+02

20180914

2100

-5.480

137.812

5.5520050049e+01

...

Table 2: Occurrences when the 10 metre V wind component exceeds 50 ms-1.



Info
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This document has been produced in the context of the Copernicus Climate Change Service (C3S).

The activities leading to these results have been contracted by the European Centre for Medium-Range Weather Forecasts, operator of C3S on behalf of the European Union (Delegation Agreement signed on 11/11/2014 and Contribution Agreement signed on 22/07/2021). All information in this document is provided "as is" and no guarantee or warranty is given that the information is fit for any particular purpose.

The users thereof use the information at their sole risk and liability. For the avoidance of all doubt , the European Commission and the European Centre for Medium - Range Weather Forecasts have no liability in respect of this document, which is merely representing the author's view.

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